{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "import os\n",
    "import time\n",
    "\n",
    "import torch\n",
    "import torchvision\n",
    "from torch import nn\n",
    "from torch.autograd import Variable\n",
    "from torch.utils.data import DataLoader\n",
    "from torchvision import transforms\n",
    "from torchvision.datasets import MNIST, CIFAR10\n",
    "from torchvision.utils import save_image\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import torch\n",
    "import os\n",
    "from datetime import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "from torch.utils.data import DataLoader\n",
    "from torch.autograd import Variable\n",
    "from torch import nn\n",
    "from torch import optim\n",
    "from torchvision import datasets\n",
    "import torchvision.transforms as transforms\n",
    "from opening._MyCode.Modules import *\n",
    "from opening._MyCode.Utils import *\n",
    "from opening._MyCode.PredictionUtils import *\n",
    "import xlrd\n",
    "import xgboost as xgb\n",
    "from sklearn import datasets\n",
    "from sklearn.model_selection import train_test_split\n",
    "from xgboost.sklearn import XGBClassifier\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "#from sklearn import cross_validation,metrics\n",
    "from sklearn import model_selection as cv\n",
    "from sklearn import metrics\n",
    "from sklearn.model_selection import KFold, cross_val_score\n",
    "from sklearn import metrics\n",
    "from sklearn.model_selection import KFold, cross_val_score\n",
    "from sklearn.linear_model import Ridge,RidgeCV\n",
    "import seaborn as sns"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "def averageArray(x):\n",
    "    sum = 0\n",
    "    for i in x:\n",
    "        sum += i\n",
    "    return sum / len(x)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [],
   "source": [
    "# 全局设置\n",
    "sns.set_style(\"whitegrid\")\n",
    "figPath = \"C:/work/pycharm/previous/opening/_MyCode/figStorage/\"\n",
    "folderPath = \"C:/work/pycharm/previous/opening/_MyCode/essayModel/\"\n",
    "plt.rcParams['font.size'] = 20  #设置字体大小，全局有效"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [],
   "source": [
    "# 参数\n",
    "step = 26\n",
    "torch.manual_seed(233)\n",
    "torch.set_printoptions(profile=\"full\")\n",
    "# 输出时不带省略。\n",
    "torch.set_printoptions(profile=\"default\")\n",
    "historyRecordNum = 0\n",
    "showNum = 2394 - step\n",
    "xDf, yDf = dataProcessDe(step=step)\n",
    "\n",
    "xTotal = np.array(xDf.iloc[historyRecordNum:historyRecordNum+showNum, :])\n",
    "yTotal = np.array(yDf.iloc[historyRecordNum:historyRecordNum+showNum, :])\n",
    "\n",
    "model = torch.load(folderPath + \"VRE-AE_脱丁烷塔.pth\")\n",
    "#model = torch.load(folderPath + \"普通AE_脱丁烷塔.pth\")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2368, 182)\n",
      "(2368, 1)\n"
     ]
    }
   ],
   "source": [
    "print(xTotal.shape)\n",
    "print(yTotal.shape)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "xRecon.shape:  (2368, 182)\n",
      "rmse average:  0.23134859100086133\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1080x720 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rmseRecord = []\n",
    "\n",
    "xRecon = model.ae1(torch.from_numpy(xTotal), False).detach().numpy()\n",
    "print(\"xRecon.shape: \", xRecon.shape)\n",
    "\n",
    "for i in range(1500, 2368, 1):\n",
    "    rmseRecord.append(rmse(xTotal[i, :], xRecon[i, :]))\n",
    "rmseRecord = np.array(rmseRecord)\n",
    "plt.figure(figsize=(15, 10))\n",
    "plt.plot(rmseRecord, linewidth = 3, label = \"ordinary\")\n",
    "plt.xlabel(\"sample points\")\n",
    "plt.ylabel(\"RMSE\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "print(\"rmse average: \", averageArray(rmseRecord))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1080x720 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rmse average:  0.22601414700945624\n",
      "rmse target:  0.2262761396700919\n"
     ]
    }
   ],
   "source": [
    "model_1500 = torch.load(folderPath + \"VC-AE_1500~1800.pth\")\n",
    "\n",
    "rmseRecord2 = []\n",
    "\n",
    "xRecon = model_1500.ae1(torch.from_numpy(xTotal), False).detach().numpy()\n",
    "\n",
    "for i in range(1500, 2368, 1):\n",
    "    rmseRecord2.append(rmse(xTotal[i, :], xRecon[i, :]))\n",
    "rmseRecord2 = np.array(rmseRecord2)\n",
    "plt.figure(figsize=(15, 10))\n",
    "plt.plot(rmseRecord2, linewidth = 3, label = \"ordinary\")\n",
    "plt.xlabel(\"sample points\")\n",
    "plt.ylabel(\"RMSE\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "print(\"rmse average: \", averageArray(rmseRecord2))\n",
    "print(\"rmse target: \", averageArray(rmseRecord2[300: 600]))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1080x720 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rmse average:  0.2860756647962977\n",
      "rmse target:  0.2775375259007085\n"
     ]
    }
   ],
   "source": [
    "model_1500 = torch.load(folderPath + \"VC-AE_1800~2100.pth\")\n",
    "\n",
    "rmseRecord3 = []\n",
    "\n",
    "xRecon = model_1500.ae1(torch.from_numpy(xTotal), False).detach().numpy()\n",
    "\n",
    "for i in range(1500, 2368, 1):\n",
    "    rmseRecord3.append(rmse(xTotal[i, :], xRecon[i, :]))\n",
    "rmseRecord3 = np.array(rmseRecord3)\n",
    "plt.figure(figsize=(15, 10))\n",
    "plt.plot(rmseRecord3, linewidth = 3, label = \"ordinary\")\n",
    "plt.xlabel(\"sample points\")\n",
    "plt.ylabel(\"RMSE\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "print(\"rmse average: \", averageArray(rmseRecord3))\n",
    "print(\"rmse target: \", averageArray(rmseRecord3[600:]))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1080x720 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 10))\n",
    "plt.plot(range(rmseRecord.shape[0]), rmseRecord, linewidth = 3, color = 'b', label = \"origin\")\n",
    "\n",
    "plt.plot(range(300, rmseRecord.shape[0], 1), rmseRecord2[300:], linewidth = 3, color = 'r', label = 'EWC1')\n",
    "plt.plot(range(600, rmseRecord.shape[0], 1), rmseRecord3[600:], linewidth = 3,\n",
    "         color = 'green', label = \"EWC2\")\n",
    "plt.xlabel(\"sample points\")\n",
    "plt.ylabel(\"RMSE\")\n",
    "plt.legend()\n",
    "plt.title(\"EWC Compare\")\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "xTotalLSH.shape:  (2368, 7)\n",
      "(21, 7)\n",
      "2bit LSH 切割\n",
      "0.058200408127639734\n"
     ]
    }
   ],
   "source": [
    "step = 1\n",
    "xTotalLSH = xTotal[:, :7 * step]\n",
    "print(\"xTotalLSH.shape: \", xTotalLSH.shape)\n",
    "\n",
    "def rmseLSH(input):\n",
    "    #print(\"input.shape:\", input.shape)\n",
    "    average = input.sum(axis = 0) / input.shape[0]\n",
    "    # print(\"average.shape: \", average.shape)\n",
    "    print(average)\n",
    "    sum = 0\n",
    "    for ele in input:\n",
    "        #print(\"\\nele shape\", ele.shape)\n",
    "        #print(ele)\n",
    "        tempRmse = rmse(ele, average)\n",
    "        print(tempRmse)\n",
    "        sum += tempRmse\n",
    "    return sum / input.shape[0]\n",
    "\n",
    "record1 = []\n",
    "for ele in xTotalLSH:\n",
    "    if ele[0] > 0.25:\n",
    "        if ele[1] > 0.67:\n",
    "            if ele[2] > 0.65:\n",
    "                if ele[3] > 0.4:\n",
    "                    if ele[4] > 0.7:\n",
    "                        if ele[5] > 0.6:\n",
    "                            if ele[6] > 0.6:\n",
    "                                record1.append(ele)\n",
    "record1 = np.array(record1)\n",
    "print(record1.shape)\n",
    "print(\"2bit LSH 切割\")\n",
    "print(rmseLSH(record1))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.1344977126367688\n"
     ]
    }
   ],
   "source": [
    "# print(xTotalLSH.sum(axis= 0).shape)\n",
    "print(rmseLSH(xTotalLSH))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1174, 7)\n",
      "(1194, 7)\n",
      "1bit LSH 切割\n",
      "0.10065168474834861\n",
      "0.10249349359841464\n"
     ]
    }
   ],
   "source": [
    "record1 = []\n",
    "record2 = []\n",
    "for ele in xTotalLSH:\n",
    "    if ele[6] > 0.6:\n",
    "        record1.append(ele)\n",
    "    else:\n",
    "        record2.append(ele)\n",
    "record1 = np.array(record1)\n",
    "record2 = np.array(record2)\n",
    "print(record1.shape)\n",
    "print(record2.shape)\n",
    "print(rmseLSH(record1))\n",
    "print(rmseLSH(record2))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(537, 7)\n",
      "(637, 7)\n",
      "(216, 7)\n",
      "(978, 7)\n",
      "2bit LSH 切割\n",
      "0.09152192448175453\n",
      "0.09509577041635835\n",
      "0.10166462233804771\n",
      "0.09794105210673554\n"
     ]
    }
   ],
   "source": [
    "record1 = []\n",
    "record2 = []\n",
    "record3 = []\n",
    "record4 = []\n",
    "for ele in xTotalLSH:\n",
    "    if ele[6] > 0.6:\n",
    "        if ele[3] > 0.5:\n",
    "            record1.append(ele)\n",
    "        else:\n",
    "            record2.append(ele)\n",
    "    else:\n",
    "        if ele[3] > 0.45:\n",
    "            record3.append(ele)\n",
    "        else:\n",
    "            record4.append(ele)\n",
    "record1 = np.array(record1)\n",
    "record2 = np.array(record2)\n",
    "record3 = np.array(record3)\n",
    "record4 = np.array(record4)\n",
    "print(record1.shape)\n",
    "print(record2.shape)\n",
    "print(record3.shape)\n",
    "print(record4.shape)\n",
    "print(rmseLSH(record1))\n",
    "print(rmseLSH(record2))\n",
    "print(rmseLSH(record3))\n",
    "print(rmseLSH(record4))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(150, 7)\n",
      "(387, 7)\n",
      "(156, 7)\n",
      "(481, 7)\n",
      "(143, 7)\n",
      "(73, 7)\n",
      "(688, 7)\n",
      "(290, 7)\n",
      "3bit LSH 切割\n",
      "0.061510447128062064\n",
      "0.0811610426011275\n",
      "0.07991586520556773\n",
      "0.08744375818810515\n",
      "0.0814367487787767\n",
      "0.10890141540121873\n",
      "0.07868114080896883\n",
      "0.10254012751207696\n"
     ]
    }
   ],
   "source": [
    "record1 = []\n",
    "record2 = []\n",
    "record3 = []\n",
    "record4 = []\n",
    "record5 = []\n",
    "record6 = []\n",
    "record7 = []\n",
    "record8 = []\n",
    "for ele in xTotalLSH:\n",
    "    if ele[6] > 0.6:\n",
    "        if ele[3] > 0.5:\n",
    "            if ele[2] > 0.67:\n",
    "                record1.append(ele)\n",
    "            else:\n",
    "                record2.append(ele)\n",
    "        else:\n",
    "            if ele[2] > 0.67:\n",
    "                record3.append(ele)\n",
    "            else:\n",
    "                record4.append(ele)\n",
    "    else:\n",
    "        if ele[3] > 0.45:\n",
    "            if ele[2] > 0.67:\n",
    "                record5.append(ele)\n",
    "            else:\n",
    "                record6.append(ele)\n",
    "        else:\n",
    "            if ele[2] > 0.6:\n",
    "                record7.append(ele)\n",
    "            else:\n",
    "                record8.append(ele)\n",
    "record1 = np.array(record1)\n",
    "record2 = np.array(record2)\n",
    "record3 = np.array(record3)\n",
    "record4 = np.array(record4)\n",
    "record5 = np.array(record5)\n",
    "record6 = np.array(record6)\n",
    "record7 = np.array(record7)\n",
    "record8 = np.array(record8)\n",
    "print(record1.shape)\n",
    "print(record2.shape)\n",
    "print(record3.shape)\n",
    "print(record4.shape)\n",
    "print(record5.shape)\n",
    "print(record6.shape)\n",
    "print(record7.shape)\n",
    "print(record8.shape)\n",
    "print(rmseLSH(record1))\n",
    "print(rmseLSH(record2))\n",
    "print(rmseLSH(record3))\n",
    "print(rmseLSH(record4))\n",
    "print(rmseLSH(record5))\n",
    "print(rmseLSH(record6))\n",
    "print(rmseLSH(record7))\n",
    "print(rmseLSH(record8))\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}